{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 语义分割和数据集\n",
    "\n",
    "在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。\n",
    "\n",
    "![语义分割中图像有关狗、猫和背景的标签](../img/segmentation.svg)\n",
    "\n",
    "\n",
    "## 图像分割和实例分割\n",
    "\n",
    "计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentation）。我们在这里将它们与语义分割简单区分一下。\n",
    "\n",
    "* 图像分割将图像分割成若干组成区域。这类问题的方法通常利用图像中像素之间的相关性。它在训练时不需要有关图像像素的标签信息，在预测时也无法保证分割出的区域具有我们希望得到的语义。以图9.10的图像为输入，图像分割可能将狗分割成两个区域：一个覆盖以黑色为主的嘴巴和眼睛，而另一个覆盖以黄色为主的其余部分身体。\n",
    "* 实例分割又叫同时检测并分割（simultaneous detection and segmentation）。它研究如何识别图像中各个目标实例的像素级区域。与语义分割有所不同，实例分割不仅需要区分语义，还要区分不同的目标实例。如果图像中有两只狗，实例分割需要区分像素属于这两只狗中的哪一只。\n",
    "\n",
    "\n",
    "## Pascal VOC2012语义分割数据集\n",
    "\n",
    "语义分割的一个重要数据集叫作Pascal VOC2012 [1]。为了更好地了解这个数据集，我们先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "1"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import d2lzh as d2l\n",
    "from mxnet import gluon, image, nd\n",
    "from mxnet.gluon import data as gdata, utils as gutils\n",
    "import os\n",
    "import sys\n",
    "import tarfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们下载这个数据集的压缩包到`../data`路径下。压缩包大小是2 GB左右，下载需要一定时间。解压之后的数据集将会放置在`../data/VOCdevkit/VOC2012`路径下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "2"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def download_voc_pascal(data_dir='../data'):\n",
    "    voc_dir = os.path.join(data_dir, 'VOCdevkit/VOC2012')\n",
    "    url = ('http://host.robots.ox.ac.uk/pascal/VOC/voc2012'\n",
    "           '/VOCtrainval_11-May-2012.tar')\n",
    "    sha1 = '4e443f8a2eca6b1dac8a6c57641b67dd40621a49'\n",
    "    fname = gutils.download(url, data_dir, sha1_hash=sha1)\n",
    "    with tarfile.open(fname, 'r') as f:\n",
    "        f.extractall(data_dir)\n",
    "    return voc_dir\n",
    "\n",
    "voc_dir = download_voc_pascal()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进入`../data/VOCdevkit/VOC2012`路径后，我们可以获取数据集的不同组成部分。其中`ImageSets/Segmentation`路径包含了指定训练和测试样本的文本文件，而`JPEGImages`和`SegmentationClass`路径下分别包含了样本的输入图像和标签。这里的标签也是图像格式，其尺寸和它所标注的输入图像的尺寸相同。标签中颜色相同的像素属于同一个语义类别。下面定义`read_voc_images`函数将输入图像和标签全部读进内存。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "3"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def read_voc_images(root=voc_dir, is_train=True):\n",
    "    txt_fname = '%s/ImageSets/Segmentation/%s' % (\n",
    "        root, 'train.txt' if is_train else 'val.txt')\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [None] * len(images), [None] * len(images)\n",
    "    for i, fname in enumerate(images):\n",
    "        features[i] = image.imread('%s/JPEGImages/%s.jpg' % (root, fname))\n",
    "        labels[i] = image.imread(\n",
    "            '%s/SegmentationClass/%s.png' % (root, fname))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们画出前5张输入图像和它们的标签。在标签图像中，白色和黑色分别代表边框和背景，而其他不同的颜色则对应不同的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们列出标签中每个RGB颜色的值及其标注的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "5"
    }
   },
   "outputs": [],
   "source": [
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了上面定义的两个常量以后，我们可以很容易地查找标签中每个像素的类别索引。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "6"
    }
   },
   "outputs": [],
   "source": [
    "colormap2label = nd.zeros(256 ** 3)\n",
    "for i, colormap in enumerate(VOC_COLORMAP):\n",
    "    colormap2label[(colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "\n",
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    colormap = colormap.astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256\n",
    "           + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如，第一张样本图像中飞机头部区域的类别索引为1，而背景全是0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "7"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       " [[0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 1. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 0. 1. 1.]]\n",
       " <NDArray 10x10 @cpu(0)>, 'aeroplane')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], colormap2label)\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据\n",
    "\n",
    "在之前的章节中，我们通过缩放图像使其符合模型的输入形状。然而在语义分割里，这样做需要将预测的像素类别重新映射回原始尺寸的输入图像。这样的映射难以做到精确，尤其在不同语义的分割区域。为了避免这个问题，我们将图像裁剪成固定尺寸而不是缩放。具体来说，我们使用图像增广里的随机裁剪，并对输入图像和标签裁剪相同区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "8"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    feature, rect = image.random_crop(feature, (width, height))\n",
    "    label = image.fixed_crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义语义分割数据集类\n",
    "\n",
    "我们通过继承Gluon提供的`Dataset`类自定义了一个语义分割数据集类`VOCSegDataset`。通过实现`__getitem__`函数，我们可以任意访问数据集中索引为`idx`的输入图像及其每个像素的类别索引。由于数据集中有些图像的尺寸可能小于随机裁剪所指定的输出尺寸，这些样本需要通过自定义的`filter`函数所移除。此外，我们还定义了`normalize_image`函数，从而对输入图像的RGB三个通道的值分别做标准化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "9"
    }
   },
   "outputs": [],
   "source": [
    "# 本类已保存在d2lzh包中方便以后使用\n",
    "class VOCSegDataset(gdata.Dataset):\n",
    "    def __init__(self, is_train, crop_size, voc_dir, colormap2label):\n",
    "        self.rgb_mean = nd.array([0.485, 0.456, 0.406])\n",
    "        self.rgb_std = nd.array([0.229, 0.224, 0.225])\n",
    "        self.crop_size = crop_size\n",
    "        features, labels = read_voc_images(root=voc_dir, is_train=is_train)\n",
    "        self.features = [self.normalize_image(feature)\n",
    "                         for feature in self.filter(features)]\n",
    "        self.labels = self.filter(labels)\n",
    "        self.colormap2label = colormap2label\n",
    "        print('read ' + str(len(self.features)) + ' examples')\n",
    "\n",
    "    def normalize_image(self, img):\n",
    "        return (img.astype('float32') / 255 - self.rgb_mean) / self.rgb_std\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.shape[0] >= self.crop_size[0] and\n",
    "            img.shape[1] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx],\n",
    "                                       *self.crop_size)\n",
    "        return (feature.transpose((2, 0, 1)),\n",
    "                voc_label_indices(label, self.colormap2label))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "\n",
    "我们通过自定义的`VOCSegDataset`类来分别创建训练集和测试集的实例。假设我们指定随机裁剪的输出图像的形状为$320\\times 480$。下面我们可以查看训练集和测试集所保留的样本个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "10"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1114 examples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1078 examples\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir, colormap2label)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir, colormap2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设批量大小为64，分别定义训练集和测试集的迭代器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "11"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 64\n",
    "num_workers = 0 if sys.platform.startswith('win32') else 4\n",
    "train_iter = gdata.DataLoader(voc_train, batch_size, shuffle=True,\n",
    "                              last_batch='discard', num_workers=num_workers)\n",
    "test_iter = gdata.DataLoader(voc_test, batch_size, last_batch='discard',\n",
    "                             num_workers=num_workers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打印第一个小批量的形状。不同于图像分类和目标识别，这里的标签是一个三维数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "12"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 3, 320, 480)\n",
      "(64, 320, 480)\n"
     ]
    }
   ],
   "source": [
    "for X, Y in train_iter:\n",
    "    print(X.shape)\n",
    "    print(Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 语义分割关注如何将图像分割成属于不同语义类别的区域。\n",
    "* 语义分割的一个重要数据集叫作Pascal VOC2012。\n",
    "* 由于语义分割的输入图像和标签在像素上一一对应，所以将图像随机裁剪成固定尺寸而不是缩放。\n",
    "\n",
    "## 练习\n",
    "\n",
    "* 回忆[“图像增广”](image-augmentation.ipynb)一节中的内容。哪些在图像分类中使用的图像增广方法难以用于语义分割？\n",
    "\n",
    "\n",
    "\n",
    "##  参考文献\n",
    "\n",
    "[1] Pascal VOC2012数据集。http://host.robots.ox.ac.uk/pascal/VOC/voc2012/\n",
    "\n",
    "## 扫码直达[讨论区](https://discuss.gluon.ai/t/topic/7218)\n",
    "\n",
    "![](../img/qr_semantic-segmentation-and-dataset.svg)"
   ]
  }
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